Building consultation from the bottom up: A case study of the North Yukon.
Bibliographic record
Abstract
The Canadian north is a land of sparse human population and a wealth of natural resources -- both renewable and non-renewable. Global demands for such resources create a dynamic where exploitation in its many forms brings powerful forces to bear on small northern communities and indigenous governance bodies. Consultation, in a general sense, is the means for bringing divergent interests together to resolve resource management issues and ensure that development is conducted with the community's best interest in mind. In a legal sense, consultation protects First Nations from potential aboriginal or treaty right infringement. Consultation as defined in legislation is too broad to direct a meaningful and adequate process. It is necessary for First Nations to define consultation in their own terms. This thesis outlines and discusses the principles and procedures for guiding consultation in Old Crow, YT. --P. 3.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.042 | 0.012 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.004 | 0.009 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".